Pandas Profiling Report

Dataset statistics

Number of variables	43
Number of observations	23413
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.0 MiB
Average record size in memory	178.0 B

Variable types

Numeric	17
Categorical	26

Alerts

`Annual_Income` is highly overall correlated with `Monthly_Inhand_Salary` and 2 other fields	High correlation
`Monthly_Inhand_Salary` is highly overall correlated with `Annual_Income` and 2 other fields	High correlation
`Num_Bank_Accounts` is highly overall correlated with `Interest_Rate` and 6 other fields	High correlation
`Num_Credit_Card` is highly overall correlated with `Interest_Rate` and 2 other fields	High correlation
`Interest_Rate` is highly overall correlated with `Num_Bank_Accounts` and 7 other fields	High correlation
`Num_of_Loan` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Delay_from_due_date` is highly overall correlated with `Num_Bank_Accounts` and 10 other fields	High correlation
`Num_of_Delayed_Payment` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Num_Credit_Inquiries` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Outstanding_Debt` is highly overall correlated with `Num_Bank_Accounts` and 11 other fields	High correlation
`Credit_History_Age` is highly overall correlated with `Num_Bank_Accounts` and 9 other fields	High correlation
`Amount_invested_monthly` is highly overall correlated with `Annual_Income` and 1 other fields	High correlation
`Monthly_Balance` is highly overall correlated with `Annual_Income` and 1 other fields	High correlation
`Credit_Mix` is highly overall correlated with `Outstanding_Debt` and 3 other fields	High correlation
`Credit_Score` is highly overall correlated with `Delay_from_due_date` and 5 other fields	High correlation
`Payment_of_Min_Amount_No` is highly overall correlated with `Delay_from_due_date` and 5 other fields	High correlation
`Payment_of_Min_Amount_Yes` is highly overall correlated with `Delay_from_due_date` and 5 other fields	High correlation
`Occupation_Accountant` is highly imbalanced (65.8%)	Imbalance
`Occupation_Architect` is highly imbalanced (66.2%)	Imbalance
`Occupation_Developer` is highly imbalanced (66.9%)	Imbalance
`Occupation_Doctor` is highly imbalanced (67.5%)	Imbalance
`Occupation_Engineer` is highly imbalanced (64.7%)	Imbalance
`Occupation_Entrepreneur` is highly imbalanced (66.1%)	Imbalance
`Occupation_Journalist` is highly imbalanced (66.8%)	Imbalance
`Occupation_Lawyer` is highly imbalanced (66.2%)	Imbalance
`Occupation_Manager` is highly imbalanced (66.5%)	Imbalance
`Occupation_Mechanic` is highly imbalanced (66.6%)	Imbalance
`Occupation_Media_Manager` is highly imbalanced (68.1%)	Imbalance
`Occupation_Musician` is highly imbalanced (67.4%)	Imbalance
`Occupation_Teacher` is highly imbalanced (64.9%)	Imbalance
`Occupation_Writer` is highly imbalanced (69.2%)	Imbalance
`Payment_Behaviour_Low_spent_Large_value_payments` is highly imbalanced (51.9%)	Imbalance
`Credit_Utilization_Ratio` has unique values	Unique
`Num_Bank_Accounts` has 1305 (5.6%) zeros	Zeros
`Num_of_Loan` has 2301 (9.8%) zeros	Zeros
`Delay_from_due_date` has 353 (1.5%) zeros	Zeros
`Num_of_Delayed_Payment` has 522 (2.2%) zeros	Zeros
`Num_Credit_Inquiries` has 1454 (6.2%) zeros	Zeros
`Total_EMI_per_month` has 2162 (9.2%) zeros	Zeros

Reproduction

Analysis started	2023-06-03 15:54:18.634089
Analysis finished	2023-06-03 15:55:00.691424
Duration	42.06 seconds
Software version	pandas-profiling v0.0.dev0
Download configuration	config.json

Age
Real number (ℝ)

Distinct	44
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.168496

Minimum	14
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	205.9 KiB

Quantile statistics

Minimum	14
5-th percentile	17
Q1	25
median	33
Q3	41
95-th percentile	52
Maximum	99
Range	85
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	10.580624
Coefficient of variation (CV)	0.3189962
Kurtosis	-0.7954771
Mean	33.168496
Median Absolute Deviation (MAD)	8
Skewness	0.17095243
Sum	776574
Variance	111.94961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
33	1286	5.5%
28	730	3.1%
34	724	3.1%
35	719	3.1%
25	683	2.9%
37	680	2.9%
39	678	2.9%
27	676	2.9%
19	672	2.9%
24	672	2.9%
Other values (34)	15893	67.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	301	1.3%
15	373	1.6%
16	348	1.5%
17	366	1.6%
18	568	2.4%
19	672	2.9%
20	625	2.7%
21	629	2.7%
22	639	2.7%
23	623	2.7%

Value	Count	Frequency (%)
99	1	< 0.1%
56	71	0.3%
55	289	1.2%
54	303	1.3%
53	323	1.4%
52	330	1.4%
51	258	1.1%
50	287	1.2%
49	331	1.4%
48	318	1.4%

Annual_Income
Real number (ℝ)

Distinct	8316
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167965.67

Minimum	7005.93
Maximum	23912939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	7005.93
5-th percentile	9159.02
Q1	18771.66
median	37612.54
Q3	70956.8
95-th percentile	137748.17
Maximum	23912939
Range	23905933
Interquartile range (IQR)	52185.14

Descriptive statistics

Standard deviation	1408502.2
Coefficient of variation (CV)	8.3856554
Kurtosis	174.27379
Mean	167965.67
Median Absolute Deviation (MAD)	21168.12
Skewness	12.939679
Sum	3.9325802 × 10⁹
Variance	1.9838785 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46855.17	8	< 0.1%
33832.58	8	< 0.1%
40332.61	8	< 0.1%
167753.52	8	< 0.1%
54881.55	8	< 0.1%
53451.48	7	< 0.1%
49675.38	7	< 0.1%
145931.88	7	< 0.1%
34627.86	7	< 0.1%
69932.08	7	< 0.1%
Other values (8306)	23338	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7005.93	5	< 0.1%
7006.04	4	< 0.1%
7006.52	3	< 0.1%
7011.68	3	< 0.1%
7012.31	3	< 0.1%
7020.54	5	< 0.1%
7021.91	4	< 0.1%
7046.5	5	< 0.1%
7055.84	2	< 0.1%
7056.4	3	< 0.1%

Value	Count	Frequency (%)
23912939	1	< 0.1%
23871966	1	< 0.1%
23784659	1	< 0.1%
23775314	1	< 0.1%
23498432	1	< 0.1%
23344386	1	< 0.1%
23266988	1	< 0.1%
23070456	1	< 0.1%
22928808	1	< 0.1%
22782091	1	< 0.1%

Monthly_Inhand_Salary
Real number (ℝ)

Distinct	8008
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3978.965

Minimum	319.56
Maximum	15204.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	319.56
5-th percentile	843.58
Q1	1711.76
median	3080.56
Q3	5138.76
95-th percentile	10688.28
Maximum	15204.63
Range	14885.07
Interquartile range (IQR)	3427

Descriptive statistics

Standard deviation	3017.8009
Coefficient of variation (CV)	0.75843866
Kurtosis	1.7356396
Mean	3978.965
Median Absolute Deviation (MAD)	1537.8
Skewness	1.4583806
Sum	93159507
Variance	9107122.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3080.56	3589	15.3%
1843.08	10	< 0.1%
3491.93	9	< 0.1%
1359.58	9	< 0.1%
1473.03	9	< 0.1%
1462.83	8	< 0.1%
4633.46	8	< 0.1%
807.6	8	< 0.1%
1095.81	8	< 0.1%
1092.94	7	< 0.1%
Other values (7998)	19748	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
319.56	3	< 0.1%
332.13	2	< 0.1%
332.43	3	< 0.1%
333.6	1	< 0.1%
355.21	5	< 0.1%
357.26	5	< 0.1%
358.06	2	< 0.1%
368.37	1	< 0.1%
378.99	3	< 0.1%
379.39	1	< 0.1%

Value	Count	Frequency (%)
15204.63	3	< 0.1%
15136.7	4	< 0.1%
15115.19	2	< 0.1%
15101.94	1	< 0.1%
15091.09	2	< 0.1%
15090.08	1	< 0.1%
15066.78	3	< 0.1%
15038.32	3	< 0.1%
14978.34	5	< 0.1%
14960.25	4	< 0.1%

Num_Bank_Accounts
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	298
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.763038

Minimum	0
Maximum	1794
Zeros	1305
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	8
95-th percentile	10
Maximum	1794
Range	1794
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	114.25558
Coefficient of variation (CV)	6.8159236
Kurtosis	138.54936
Mean	16.763038
Median Absolute Deviation (MAD)	2
Skewness	11.400572
Sum	392473
Variance	13054.339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	2801	12.0%
6	2783	11.9%
8	2751	11.7%
4	2452	10.5%
5	2412	10.3%
3	2372	10.1%
9	1780	7.6%
10	1657	7.1%
2	1410	6.0%
1	1374	5.9%
Other values (288)	1621	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1305	5.6%
1	1374	5.9%
2	1410	6.0%
3	2372	10.1%
4	2452	10.5%
5	2412	10.3%
6	2783	11.9%
7	2801	12.0%
8	2751	11.7%
9	1780	7.6%

Value	Count	Frequency (%)
1794	1	< 0.1%
1793	1	< 0.1%
1786	1	< 0.1%
1779	1	< 0.1%
1778	1	< 0.1%
1766	2	< 0.1%
1756	1	< 0.1%
1748	1	< 0.1%
1733	1	< 0.1%
1719	1	< 0.1%

Num_Credit_Card
Real number (ℝ)

Distinct	449
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.776492

Minimum	0
Maximum	1498
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	6
Q3	7
95-th percentile	10
Maximum	1498
Range	1498
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	131.19784
Coefficient of variation (CV)	5.7602306
Kurtosis	73.830062
Mean	22.776492
Median Absolute Deviation (MAD)	2
Skewness	8.4410055
Sum	533266
Variance	17212.874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	4238	18.1%
7	3630	15.5%
6	3449	14.7%
4	2690	11.5%
3	2508	10.7%
8	1615	6.9%
10	1538	6.6%
9	1501	6.4%
2	857	3.7%
1	855	3.7%
Other values (439)	532	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	855	3.7%
2	857	3.7%
3	2508	10.7%
4	2690	11.5%
5	4238	18.1%
6	3449	14.7%
7	3630	15.5%
8	1615	6.9%
9	1501	6.4%

Value	Count	Frequency (%)
1498	2	< 0.1%
1493	1	< 0.1%
1490	2	< 0.1%
1480	1	< 0.1%
1479	1	< 0.1%
1477	2	< 0.1%
1472	1	< 0.1%
1470	1	< 0.1%
1466	1	< 0.1%
1461	2	< 0.1%

Interest_Rate
Real number (ℝ)

Distinct	494
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.264298

Minimum	1
Maximum	5788
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	7
median	15
Q3	24
95-th percentile	33
Maximum	5788
Range	5787
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	460.14734
Coefficient of variation (CV)	6.3675613
Kurtosis	87.387353
Mean	72.264298
Median Absolute Deviation (MAD)	8
Skewness	9.1089655
Sum	1691924
Variance	211735.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	1154	4.9%
5	1026	4.4%
11	973	4.2%
7	963	4.1%
6	919	3.9%
12	912	3.9%
9	910	3.9%
10	853	3.6%
4	844	3.6%
3	833	3.6%
Other values (484)	14026	59.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	800	3.4%
2	778	3.3%
3	833	3.6%
4	844	3.6%
5	1026	4.4%
6	919	3.9%
7	963	4.1%
8	1154	4.9%
9	910	3.9%
10	853	3.6%

Value	Count	Frequency (%)
5788	1	< 0.1%
5774	1	< 0.1%
5773	1	< 0.1%
5752	1	< 0.1%
5751	1	< 0.1%
5745	1	< 0.1%
5733	1	< 0.1%
5732	2	< 0.1%
5729	1	< 0.1%
5721	1	< 0.1%

Num_of_Loan
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	121
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2904796

Minimum	0
Maximum	1480
Zeros	2301
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	205.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	1480
Range	1480
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	58.67977
Coefficient of variation (CV)	8.0488215
Kurtosis	382.6649
Mean	7.2904796
Median Absolute Deviation (MAD)	2
Skewness	18.967951
Sum	170692
Variance	3443.3154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	4210	18.0%
2	3409	14.6%
3	3292	14.1%
0	2301	9.8%
6	2114	9.0%
1	2043	8.7%
7	2032	8.7%
5	1911	8.2%
9	1074	4.6%
8	914	3.9%
Other values (111)	113	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2301	9.8%
1	2043	8.7%
2	3409	14.6%
3	3292	14.1%
4	4210	18.0%
5	1911	8.2%
6	2114	9.0%
7	2032	8.7%
8	914	3.9%
9	1074	4.6%

Value	Count	Frequency (%)
1480	1	< 0.1%
1465	1	< 0.1%
1459	1	< 0.1%
1457	1	< 0.1%
1441	1	< 0.1%
1439	1	< 0.1%
1419	1	< 0.1%
1406	1	< 0.1%
1400	1	< 0.1%
1372	1	< 0.1%

Delay_from_due_date
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	69
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.748664

Minimum	0
Maximum	67
Zeros	353
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	19
Q3	31
95-th percentile	56
Maximum	67
Range	67
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	16.381454
Coefficient of variation (CV)	0.72010618
Kurtosis	-0.34273147
Mean	22.748664
Median Absolute Deviation (MAD)	10
Skewness	0.78434253
Sum	532614.48
Variance	268.35203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	813	3.5%
14	758	3.2%
10	748	3.2%
7	726	3.1%
8	722	3.1%
13	705	3.0%
5	694	3.0%
11	682	2.9%
6	662	2.8%
12	660	2.8%
Other values (59)	16243	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	353	1.5%
1	383	1.6%
2	385	1.6%
3	522	2.2%
4	489	2.1%
5	694	3.0%
6	662	2.8%
7	726	3.1%
8	722	3.1%
9	653	2.8%

Value	Count	Frequency (%)
67	6	< 0.1%
66	11	< 0.1%
65	14	0.1%
64	24	0.1%
63	24	0.1%
62	178	0.8%
61	177	0.8%
60	154	0.7%
59	171	0.7%
58	202	0.9%

Num_of_Delayed_Payment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	189
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.028446

Minimum	0
Maximum	4340
Zeros	522
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	14
Q3	18
95-th percentile	24
Maximum	4340
Range	4340
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	214.76019
Coefficient of variation (CV)	7.3982668
Kurtosis	241.80459
Mean	29.028446
Median Absolute Deviation (MAD)	5
Skewness	15.128667
Sum	679643
Variance	46121.938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	2555	10.9%
10	1166	5.0%
18	1153	4.9%
19	1152	4.9%
20	1139	4.9%
9	1112	4.7%
17	1104	4.7%
16	1070	4.6%
8	1067	4.6%
15	1046	4.5%
Other values (179)	10849	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	522	2.2%
1	531	2.3%
2	538	2.3%
3	585	2.5%
4	533	2.3%
5	621	2.7%
6	675	2.9%
7	644	2.8%
8	1067	4.6%
9	1112	4.7%

Value	Count	Frequency (%)
4340	1	< 0.1%
4319	1	< 0.1%
4295	1	< 0.1%
4282	1	< 0.1%
4281	1	< 0.1%
4266	1	< 0.1%
4262	1	< 0.1%
4231	1	< 0.1%
4211	1	< 0.1%
4178	1	< 0.1%

Changed_Credit_Limit
Real number (ℝ)

Distinct	3217
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.6132645

Minimum	-6.49
Maximum	35.3
Zeros	1
Zeros (%)	< 0.1%
Negative	414
Negative (%)	1.8%
Memory size	183.0 KiB

Quantile statistics

Minimum	-6.49
5-th percentile	1.07
Q1	4.69
median	8.74
Q3	12.9
95-th percentile	23.08
Maximum	35.3
Range	41.79
Interquartile range (IQR)	8.21

Descriptive statistics

Standard deviation	6.6376309
Coefficient of variation (CV)	0.69046585
Kurtosis	0.48330391
Mean	9.6132645
Median Absolute Deviation (MAD)	4.08
Skewness	0.82104312
Sum	225075.36
Variance	44.058143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.613264486	512	2.2%
9.25	48	0.2%
11.5	45	0.2%
7.06	36	0.2%
11.49	34	0.1%
11.95	34	0.1%
10.54	34	0.1%
1.63	34	0.1%
8.99	33	0.1%
3.93	32	0.1%
Other values (3207)	22571	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.49	1	< 0.1%
-6.43	1	< 0.1%
-6.35	1	< 0.1%
-6.33	1	< 0.1%
-6.32	1	< 0.1%
-5.99	1	< 0.1%
-5.93	1	< 0.1%
-5.78	1	< 0.1%
-5.76	1	< 0.1%
-5.74	1	< 0.1%

Value	Count	Frequency (%)
35.3	1	< 0.1%
34.91	1	< 0.1%
34.86	1	< 0.1%
34.53	1	< 0.1%
34.48	1	< 0.1%
34.3	1	< 0.1%
34.12	1	< 0.1%
34.01	1	< 0.1%
33.96	1	< 0.1%
33.61	1	< 0.1%

Num_Credit_Inquiries
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	359
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.515056

Minimum	0
Maximum	2587
Zeros	1454
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	10
95-th percentile	14
Maximum	2587
Range	2587
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	189.41576
Coefficient of variation (CV)	6.884077
Kurtosis	102.61186
Mean	27.515056
Median Absolute Deviation (MAD)	3
Skewness	9.890863
Sum	644210
Variance	35878.331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2229	9.5%
4	2163	9.2%
3	2033	8.7%
2	1751	7.5%
8	1731	7.4%
7	1728	7.4%
1	1718	7.3%
11	1590	6.8%
9	1541	6.6%
0	1454	6.2%
Other values (349)	5475	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1454	6.2%
1	1718	7.3%
2	1751	7.5%
3	2033	8.7%
4	2163	9.2%
5	930	4.0%
6	2229	9.5%
7	1728	7.4%
8	1731	7.4%
9	1541	6.6%

Value	Count	Frequency (%)
2587	1	< 0.1%
2572	2	< 0.1%
2564	1	< 0.1%
2551	1	< 0.1%
2547	1	< 0.1%
2544	1	< 0.1%
2542	1	< 0.1%
2540	1	< 0.1%
2529	1	< 0.1%
2521	1	< 0.1%

Credit_Mix
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

3	12561
1	5854
2	4998

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring characters

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	12561	53.6%
1	5854	25.0%
2	4998	21.3%

Outstanding_Debt
Real number (ℝ)

Distinct	8018
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1598.1008

Minimum	0.23
Maximum	4998.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0.23
5-th percentile	139.77
Q1	695.46
median	1361.17
Q3	2281.65
95-th percentile	4126.76
Maximum	4998.07
Range	4997.84
Interquartile range (IQR)	1586.19

Descriptive statistics

Standard deviation	1163.5777
Coefficient of variation (CV)	0.72810028
Kurtosis	0.37930629
Mean	1598.1008
Median Absolute Deviation (MAD)	763.86
Skewness	0.93534478
Sum	37416335
Variance	1353913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2538.81	11	< 0.1%
463.57	10	< 0.1%
1360.45	10	< 0.1%
2696.09	10	< 0.1%
3626.94	9	< 0.1%
2530.46	9	< 0.1%
66.47	9	< 0.1%
3572.04	9	< 0.1%
796.88	9	< 0.1%
1292.14	9	< 0.1%
Other values (8008)	23318	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.23	2	< 0.1%
0.54	2	< 0.1%
0.56	1	< 0.1%
0.77	2	< 0.1%
1.2	4	< 0.1%
1.3	4	< 0.1%
1.48	3	< 0.1%
2.43	4	< 0.1%
3.68	2	< 0.1%
3.74	1	< 0.1%

Value	Count	Frequency (%)
4998.07	5	< 0.1%
4997.1	3	< 0.1%
4997.05	1	< 0.1%
4992.25	2	< 0.1%
4990.91	2	< 0.1%
4987.19	2	< 0.1%
4986.03	2	< 0.1%
4983.86	3	< 0.1%
4975.63	2	< 0.1%
4974.81	4	< 0.1%

Credit_Utilization_Ratio
Real number (ℝ)

Distinct	23413
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.215666

Minimum	20.172942
Maximum	49.522324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	20.172942
5-th percentile	24.183841
Q1	27.976271
median	32.250408
Q3	36.458782
95-th percentile	40.152072
Maximum	49.522324
Range	29.349382
Interquartile range (IQR)	8.4825113

Descriptive statistics

Standard deviation	5.1215648
Coefficient of variation (CV)	0.15897746
Kurtosis	-0.94188773
Mean	32.215666
Median Absolute Deviation (MAD)	4.2351899
Skewness	0.032470915
Sum	754265.38
Variance	26.230426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.93466475	1	< 0.1%
27.36771187	1	< 0.1%
23.55829516	1	< 0.1%
37.51398837	1	< 0.1%
32.46391157	1	< 0.1%
25.35531002	1	< 0.1%
26.56402492	1	< 0.1%
29.96399943	1	< 0.1%
23.95960253	1	< 0.1%
37.31756332	1	< 0.1%
Other values (23403)	23403	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.1729419	1	< 0.1%
20.24413035	1	< 0.1%
20.98560579	1	< 0.1%
20.98591888	1	< 0.1%
20.992914	1	< 0.1%
21.02869026	1	< 0.1%
21.22850297	1	< 0.1%
21.33717658	1	< 0.1%
21.35905054	1	< 0.1%
21.45898741	1	< 0.1%

Value	Count	Frequency (%)
49.5223243	1	< 0.1%
48.48985173	1	< 0.1%
47.96956024	1	< 0.1%
47.64242451	1	< 0.1%
47.57875179	1	< 0.1%
47.48366327	1	< 0.1%
47.29400692	1	< 0.1%
47.10340881	1	< 0.1%
46.92057454	1	< 0.1%
46.64453623	1	< 0.1%

Credit_History_Age
Real number (ℝ)

Distinct	405
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	213.49093

Minimum	1
Maximum	404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	1
5-th percentile	66
Q1	143
median	213.49093
Q3	281
95-th percentile	377
Maximum	404
Range	403
Interquartile range (IQR)	138

Descriptive statistics

Standard deviation	94.831951
Coefficient of variation (CV)	0.44419663
Kurtosis	-0.69827891
Mean	213.49093
Median Absolute Deviation (MAD)	69.509074
Skewness	0.053067912
Sum	4998463.1
Variance	8993.0989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
213.4909262	2143	9.2%
191	115	0.5%
231	113	0.5%
215	110	0.5%
213	109	0.5%
212	107	0.5%
232	105	0.4%
219	105	0.4%
233	105	0.4%
224	104	0.4%
Other values (395)	20297	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	6	< 0.1%
3	6	< 0.1%
4	11	< 0.1%
5	14	0.1%
6	11	< 0.1%
7	11	< 0.1%
8	21	0.1%
9	20	0.1%
10	20	0.1%

Value	Count	Frequency (%)
404	2	< 0.1%
403	1	< 0.1%
402	10	< 0.1%
401	13	0.1%
400	21	0.1%
399	34	0.1%
398	41	0.2%
397	43	0.2%
396	52	0.2%
395	59	0.3%

Total_EMI_per_month
Real number (ℝ)

Distinct	8198
Distinct (%)	35.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1342.8789

Minimum	0
Maximum	82236
Zeros	2162
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	33.767386
median	73.981294
Q3	169.936
95-th percentile	472.36108
Maximum	82236
Range	82236
Interquartile range (IQR)	136.16862

Descriptive statistics

Standard deviation	8027.0441
Coefficient of variation (CV)	5.9774892
Kurtosis	55.867748
Mean	1342.8789
Median Absolute Deviation (MAD)	52.45971
Skewness	7.3245001
Sum	31440824
Variance	64433437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2162	9.2%
218.6546697	8	< 0.1%
145.5524217	8	< 0.1%
150.2708913	8	< 0.1%
40.92697968	7	< 0.1%
77.91293447	7	< 0.1%
110.1315508	7	< 0.1%
35.38951471	7	< 0.1%
19.80976191	7	< 0.1%
146.7012526	7	< 0.1%
Other values (8188)	21185	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2162	9.2%
4.713183572	5	< 0.1%
5.24927327	4	< 0.1%
5.262291048	3	< 0.1%
5.629824417	1	< 0.1%
5.905518076	2	< 0.1%
5.994895587	1	< 0.1%
6.047450347	3	< 0.1%
6.412118995	4	< 0.1%
6.442169892	2	< 0.1%

Value	Count	Frequency (%)
82236	1	< 0.1%
82095	1	< 0.1%
81971	1	< 0.1%
81209	1	< 0.1%
80981	1	< 0.1%
80768	1	< 0.1%
80679	1	< 0.1%
80602	1	< 0.1%
80501	1	< 0.1%
80497	1	< 0.1%

Amount_invested_monthly
Real number (ℝ)

Distinct	21223
Distinct (%)	90.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	623.40594

Minimum	0
Maximum	10000
Zeros	56
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0
5-th percentile	32.160878
Q1	76.235889
median	134.35556
Q3	252.70465
95-th percentile	1145.1946
Maximum	10000
Range	10000
Interquartile range (IQR)	176.46876

Descriptive statistics

Standard deviation	2018.9814
Coefficient of variation (CV)	3.2386304
Kurtosis	17.435479
Mean	623.40594
Median Absolute Deviation (MAD)	70.798083
Skewness	4.3860455
Sum	14595803
Variance	4076285.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
134.35556	1109	4.7%
10000	1028	4.4%
0	56	0.2%
208.8959183	1	< 0.1%
232.1775582	1	< 0.1%
48.00806666	1	< 0.1%
90.84269353	1	< 0.1%
136.0445319	1	< 0.1%
204.6386045	1	< 0.1%
145.5815241	1	< 0.1%
Other values (21213)	21213	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	0.2%
10.11661404	1	< 0.1%
10.1225566	1	< 0.1%
10.14128456	1	< 0.1%
10.14343562	1	< 0.1%
10.20080048	1	< 0.1%
10.2494613	1	< 0.1%
10.28340438	1	< 0.1%
10.33620331	1	< 0.1%
10.35788829	1	< 0.1%

Value	Count	Frequency (%)
10000	1028	4.4%
1961.21885	1	< 0.1%
1941.237454	1	< 0.1%
1885.645318	1	< 0.1%
1860.919693	1	< 0.1%
1804.332527	1	< 0.1%
1804.233521	1	< 0.1%
1785.786788	1	< 0.1%
1729.241436	1	< 0.1%
1684.861491	1	< 0.1%

Monthly_Balance
Real number (ℝ)

Distinct	23125
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	395.05717

Minimum	0.095482496
Maximum	1602.0405
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.0 KiB

Quantile statistics

Minimum	0.095482496
5-th percentile	171.36689
Q1	266.9128
median	330.56261
Q3	452.53029
95-th percentile	867.08216
Maximum	1602.0405
Range	1601.945
Interquartile range (IQR)	185.61749

Descriptive statistics

Standard deviation	214.43463
Coefficient of variation (CV)	0.54279392
Kurtosis	3.5236459
Mean	395.05717
Median Absolute Deviation (MAD)	79.41909
Skewness	1.7385404
Sum	9249473.4
Variance	45982.209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
395.0571653	289	1.2%
246.4845984	1	< 0.1%
814.432899	1	< 0.1%
833.4292499	1	< 0.1%
288.3921991	1	< 0.1%
299.542164	1	< 0.1%
296.5068107	1	< 0.1%
373.2708014	1	< 0.1%
240.0178673	1	< 0.1%
239.245076	1	< 0.1%
Other values (23115)	23115	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09548249602	1	< 0.1%
0.3661470795	1	< 0.1%
0.4191236108	1	< 0.1%
0.4534564914	1	< 0.1%
0.5035823529	1	< 0.1%
0.599640126	1	< 0.1%
0.688298779	1	< 0.1%
0.7102397102	1	< 0.1%
0.9081458437	1	< 0.1%
1.526310326	1	< 0.1%

Value	Count	Frequency (%)
1602.040519	1	< 0.1%
1566.613165	1	< 0.1%
1558.421841	1	< 0.1%
1555.201051	1	< 0.1%
1528.744936	1	< 0.1%
1507.553363	1	< 0.1%
1478.421322	1	< 0.1%
1474.356118	1	< 0.1%
1468.313963	1	< 0.1%
1463.792328	1	< 0.1%

Credit_Score
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	14499
1	8914

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring characters

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14499	61.9%
1	8914	38.1%

Occupation_Accountant
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21920
1	1493

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring characters

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21920	93.6%
1	1493	6.4%

Occupation_Architect
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21945
1	1468

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21945	93.7%
1	1468	6.3%

Occupation_Developer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21989
1	1424

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring characters

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21989	93.9%
1	1424	6.1%

Occupation_Doctor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22024
1	1389

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring characters

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22024	94.1%
1	1389	5.9%

Occupation_Engineer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21853
1	1560

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring characters

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21853	93.3%
1	1560	6.7%

Occupation_Entrepreneur
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21937
1	1476

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21937	93.7%
1	1476	6.3%

Occupation_Journalist
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21982
1	1431

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring characters

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21982	93.9%
1	1431	6.1%

Occupation_Lawyer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21943
1	1470

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring characters

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21943	93.7%
1	1470	6.3%

Occupation_Manager
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21965
1	1448

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring characters

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21965	93.8%
1	1448	6.2%

Occupation_Mechanic
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21967
1	1446

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring characters

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21967	93.8%
1	1446	6.2%

Occupation_Media_Manager
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22059
1	1354

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring characters

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22059	94.2%
1	1354	5.8%

Occupation_Musician
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22017
1	1396

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring characters

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22017	94.0%
1	1396	6.0%

Occupation_Scientist
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20194
1	3219

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring characters

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20194	86.3%
1	3219	13.7%

Occupation_Teacher
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	21867
1	1546

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring characters

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21867	93.4%
1	1546	6.6%

Occupation_Writer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	22120
1	1293

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring characters

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22120	94.5%
1	1293	5.5%

Payment_of_Min_Amount_NM
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20507
1	2906

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring characters

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20507	87.6%
1	2906	12.4%

Payment_of_Min_Amount_No
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	14273
1	9140

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring characters

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14273	61.0%
1	9140	39.0%

Payment_of_Min_Amount_Yes
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	12046
1	11367

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring characters

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12046	51.5%
1	11367	48.5%

Payment_Behaviour_High_spent_Large_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20303
1	3110

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring characters

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20303	86.7%
1	3110	13.3%

Payment_Behaviour_High_spent_Medium_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	19528
1	3885

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring characters

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19528	83.4%
1	3885	16.6%

Payment_Behaviour_High_spent_Small_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20782
1	2631

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring characters

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20782	88.8%
1	2631	11.2%

Payment_Behaviour_Low_spent_Large_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20985
1	2428

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring characters

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20985	89.6%
1	2428	10.4%

Payment_Behaviour_Low_spent_Medium_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	20033
1	3380

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring characters

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20033	85.6%
1	3380	14.4%

Payment_Behaviour_Low_spent_Small_value_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	183.0 KiB

0	15434
1	7979

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23413
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring characters

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23413	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	23413	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15434	65.9%
1	7979	34.1%

Auto

Heatmap
Table

	Age	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Credit_Mix	Credit_Score	Occupation_Accountant	Occupation_Architect	Occupation_Developer	Occupation_Doctor	Occupation_Engineer	Occupation_Entrepreneur	Occupation_Journalist	Occupation_Lawyer	Occupation_Manager	Occupation_Mechanic	Occupation_Media_Manager	Occupation_Musician	Occupation_Scientist	Occupation_Teacher	Occupation_Writer	Payment_of_Min_Amount_NM	Payment_of_Min_Amount_No	Payment_of_Min_Amount_Yes	Payment_Behaviour_High_spent_Large_value_payments	Payment_Behaviour_High_spent_Medium_value_payments	Payment_Behaviour_High_spent_Small_value_payments	Payment_Behaviour_Low_spent_Large_value_payments	Payment_Behaviour_Low_spent_Medium_value_payments	Payment_Behaviour_Low_spent_Small_value_payments
Age	1.000	0.096	0.079	-0.205	-0.161	-0.230	-0.201	-0.197	-0.197	-0.131	-0.228	-0.239	0.018	0.217	-0.075	0.056	0.130	0.183	0.253	0.000	0.023	0.007	0.024	0.022	0.026	0.033	0.018	0.027	0.007	0.000	0.026	0.000	0.031	0.022	0.000	0.305	0.296	0.053	0.000	0.000	0.000	0.012	0.049
Annual_Income	0.096	1.000	0.891	-0.312	-0.251	-0.329	-0.277	-0.285	-0.295	-0.161	-0.318	-0.339	0.144	0.304	0.473	0.564	0.577	0.009	0.011	0.008	0.000	0.011	0.000	0.007	0.000	0.000	0.039	0.000	0.000	0.000	0.007	0.015	0.000	0.000	0.000	0.017	0.000	0.009	0.000	0.008	0.000	0.016	0.000
Monthly_Inhand_Salary	0.079	0.891	1.000	-0.264	-0.214	-0.284	-0.231	-0.242	-0.251	-0.134	-0.268	-0.289	0.123	0.260	0.443	0.522	0.534	0.226	0.312	0.026	0.017	0.024	0.024	0.029	0.020	0.022	0.028	0.039	0.013	0.024	0.030	0.015	0.021	0.028	0.000	0.356	0.349	0.224	0.179	0.062	0.038	0.111	0.267
Num_Bank_Accounts	-0.205	-0.312	-0.264	1.000	0.499	0.618	0.524	0.635	0.626	0.264	0.590	0.613	-0.085	-0.558	0.129	-0.189	-0.357	0.000	0.000	0.000	0.020	0.000	0.000	0.000	0.015	0.014	0.000	0.007	0.009	0.012	0.000	0.006	0.011	0.000	0.000	0.017	0.006	0.000	0.000	0.003	0.013	0.021	0.000
Num_Credit_Card	-0.161	-0.251	-0.214	0.499	1.000	0.501	0.422	0.515	0.468	0.206	0.484	0.518	-0.063	-0.453	0.099	-0.149	-0.290	0.000	0.000	0.013	0.000	0.000	0.012	0.008	0.008	0.010	0.000	0.007	0.000	0.003	0.008	0.021	0.000	0.010	0.027	0.018	0.012	0.000	0.000	0.000	0.023	0.000	0.000
Interest_Rate	-0.230	-0.329	-0.284	0.618	0.501	1.000	0.563	0.601	0.581	0.319	0.657	0.681	-0.082	-0.617	0.148	-0.199	-0.381	0.000	0.021	0.000	0.000	0.009	0.007	0.000	0.000	0.012	0.000	0.009	0.004	0.009	0.012	0.011	0.000	0.015	0.000	0.015	0.011	0.000	0.018	0.000	0.009	0.018	0.009
Num_of_Loan	-0.201	-0.277	-0.231	0.524	0.422	0.563	1.000	0.512	0.515	0.260	0.550	0.632	-0.102	-0.573	0.468	-0.168	-0.487	0.003	0.005	0.003	0.000	0.017	0.008	0.000	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.000	0.013	0.014	0.000	0.000	0.000	0.021	0.004	0.000
Delay_from_due_date	-0.197	-0.285	-0.242	0.635	0.515	0.601	0.512	1.000	0.596	0.239	0.578	0.613	-0.072	-0.550	0.145	-0.175	-0.342	0.456	0.584	0.018	0.042	0.015	0.028	0.019	0.010	0.037	0.013	0.023	0.017	0.009	0.021	0.024	0.035	0.031	0.000	0.589	0.578	0.086	0.039	0.000	0.000	0.007	0.096
Num_of_Delayed_Payment	-0.197	-0.295	-0.251	0.626	0.468	0.581	0.515	0.596	1.000	0.222	0.548	0.588	-0.087	-0.536	0.141	-0.177	-0.351	0.000	0.001	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.014	0.019	0.011	0.011	0.000	0.000	0.008	0.013	0.000	0.000	0.000	0.023	0.004	0.022	0.011	0.000	0.000
Changed_Credit_Limit	-0.131	-0.161	-0.134	0.264	0.206	0.319	0.260	0.239	0.222	1.000	0.313	0.352	-0.041	-0.340	0.074	-0.094	-0.174	0.357	0.288	0.031	0.015	0.022	0.008	0.013	0.027	0.027	0.007	0.029	0.037	0.023	0.000	0.000	0.002	0.026	0.000	0.415	0.405	0.054	0.007	0.016	0.000	0.000	0.048
Num_Credit_Inquiries	-0.228	-0.318	-0.268	0.590	0.484	0.657	0.550	0.578	0.548	0.313	1.000	0.658	-0.084	-0.613	0.153	-0.182	-0.373	0.010	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.005	0.000	0.000	0.007	0.028	0.005	0.011	0.000	0.005	0.006	0.000	0.015	0.010	0.000	0.000	0.011	0.000	0.000
Outstanding_Debt	-0.239	-0.339	-0.289	0.613	0.518	0.681	0.632	0.613	0.588	0.352	0.658	1.000	-0.088	-0.675	0.165	-0.200	-0.411	0.513	0.648	0.010	0.027	0.036	0.019	0.041	0.030	0.024	0.023	0.050	0.039	0.033	0.035	0.000	0.034	0.020	0.000	0.703	0.690	0.112	0.042	0.000	0.000	0.000	0.121
Credit_Utilization_Ratio	0.018	0.144	0.123	-0.085	-0.063	-0.082	-0.102	-0.072	-0.087	-0.041	-0.084	-0.088	1.000	0.068	0.012	0.031	0.190	0.082	0.097	0.000	0.000	0.014	0.000	0.008	0.013	0.005	0.003	0.009	0.000	0.015	0.000	0.000	0.000	0.011	0.004	0.125	0.120	0.152	0.056	0.016	0.029	0.042	0.092
Credit_History_Age	0.217	0.304	0.260	-0.558	-0.453	-0.617	-0.573	-0.550	-0.536	-0.340	-0.613	-0.675	0.068	1.000	-0.156	0.183	0.373	0.427	0.562	0.015	0.023	0.027	0.022	0.000	0.043	0.025	0.025	0.026	0.034	0.015	0.012	0.028	0.026	0.029	0.014	0.650	0.639	0.095	0.029	0.019	0.007	0.000	0.105
Total_EMI_per_month	-0.075	0.473	0.443	0.129	0.099	0.148	0.468	0.145	0.141	0.074	0.153	0.165	0.012	-0.156	1.000	0.269	0.030	0.000	0.013	0.000	0.000	0.014	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.014	0.000	0.010	0.000	0.007	0.000	0.000	0.009	0.018	0.000	0.008	0.003	0.000
Amount_invested_monthly	0.056	0.564	0.522	-0.189	-0.149	-0.199	-0.168	-0.175	-0.177	-0.094	-0.182	-0.200	0.031	0.183	0.269	1.000	-0.005	0.052	0.105	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.010	0.005	0.011	0.000	0.000	0.008	0.086	0.084	0.040	0.046	0.035	0.000	0.060	0.044
Monthly_Balance	0.130	0.577	0.534	-0.357	-0.290	-0.381	-0.487	-0.342	-0.351	-0.174	-0.373	-0.411	0.190	0.373	0.030	-0.005	1.000	0.259	0.325	0.007	0.003	0.011	0.007	0.016	0.000	0.023	0.019	0.019	0.012	0.004	0.025	0.000	0.000	0.011	0.000	0.394	0.385	0.409	0.267	0.083	0.089	0.105	0.349
Credit_Mix	0.183	0.009	0.226	0.000	0.000	0.000	0.003	0.456	0.000	0.357	0.010	0.513	0.082	0.427	0.000	0.052	0.259	1.000	0.533	0.000	0.000	0.000	0.011	0.006	0.000	0.010	0.000	0.022	0.020	0.026	0.013	0.000	0.000	0.026	0.000	0.663	0.651	0.090	0.031	0.009	0.000	0.004	0.095
Credit_Score	0.253	0.011	0.312	0.000	0.000	0.021	0.005	0.584	0.001	0.288	0.000	0.648	0.097	0.562	0.013	0.105	0.325	0.533	1.000	0.004	0.000	0.004	0.000	0.000	0.005	0.008	0.000	0.000	0.011	0.019	0.016	0.000	0.000	0.024	0.003	0.594	0.585	0.110	0.054	0.023	0.000	0.003	0.135
Occupation_Accountant	0.000	0.008	0.026	0.000	0.013	0.000	0.003	0.018	0.000	0.031	0.000	0.010	0.000	0.015	0.000	0.000	0.007	0.000	0.004	1.000	0.067	0.066	0.065	0.069	0.067	0.066	0.067	0.066	0.066	0.064	0.065	0.104	0.069	0.062	0.013	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000
Occupation_Architect	0.023	0.000	0.017	0.020	0.000	0.000	0.000	0.042	0.000	0.015	0.000	0.027	0.000	0.023	0.000	0.000	0.003	0.000	0.000	0.067	1.000	0.065	0.064	0.068	0.066	0.065	0.066	0.066	0.066	0.063	0.064	0.103	0.068	0.062	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Occupation_Developer	0.007	0.011	0.024	0.000	0.000	0.009	0.017	0.015	0.004	0.022	0.000	0.036	0.014	0.027	0.014	0.000	0.011	0.000	0.004	0.066	0.065	1.000	0.063	0.067	0.065	0.064	0.065	0.065	0.065	0.062	0.063	0.101	0.067	0.061	0.000	0.010	0.003	0.000	0.004	0.004	0.000	0.003	0.000
Occupation_Doctor	0.024	0.000	0.024	0.000	0.012	0.007	0.008	0.028	0.000	0.008	0.011	0.019	0.000	0.022	0.012	0.000	0.007	0.011	0.000	0.065	0.064	0.063	1.000	0.066	0.064	0.063	0.064	0.064	0.064	0.061	0.063	0.100	0.066	0.060	0.000	0.008	0.010	0.000	0.008	0.000	0.005	0.012	0.000
Occupation_Engineer	0.022	0.007	0.029	0.000	0.008	0.000	0.000	0.019	0.000	0.013	0.000	0.041	0.008	0.000	0.000	0.005	0.016	0.006	0.000	0.069	0.068	0.067	0.066	1.000	0.069	0.067	0.068	0.068	0.068	0.066	0.067	0.106	0.070	0.064	0.000	0.000	0.000	0.007	0.000	0.004	0.004	0.000	0.000
Occupation_Entrepreneur	0.026	0.000	0.020	0.015	0.008	0.000	0.000	0.010	0.000	0.027	0.000	0.030	0.013	0.043	0.000	0.000	0.000	0.000	0.005	0.067	0.066	0.065	0.064	0.069	1.000	0.065	0.066	0.066	0.066	0.064	0.065	0.103	0.068	0.062	0.001	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000
Occupation_Journalist	0.033	0.000	0.022	0.014	0.010	0.012	0.011	0.037	0.000	0.027	0.005	0.024	0.005	0.025	0.000	0.000	0.023	0.010	0.008	0.066	0.065	0.064	0.063	0.067	0.065	1.000	0.065	0.065	0.065	0.062	0.064	0.101	0.067	0.061	0.003	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000
Occupation_Lawyer	0.018	0.039	0.028	0.000	0.000	0.000	0.000	0.013	0.014	0.007	0.000	0.023	0.003	0.025	0.000	0.000	0.019	0.000	0.000	0.067	0.066	0.065	0.064	0.068	0.066	0.065	1.000	0.066	0.066	0.063	0.064	0.103	0.068	0.062	0.006	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000
Occupation_Manager	0.027	0.000	0.039	0.007	0.007	0.009	0.000	0.023	0.019	0.029	0.000	0.050	0.009	0.026	0.000	0.000	0.019	0.022	0.000	0.066	0.066	0.065	0.064	0.068	0.066	0.065	0.066	1.000	0.065	0.063	0.064	0.102	0.068	0.061	0.005	0.005	0.012	0.000	0.010	0.005	0.000	0.003	0.000
Occupation_Mechanic	0.007	0.000	0.013	0.009	0.000	0.004	0.000	0.017	0.011	0.037	0.007	0.039	0.000	0.034	0.000	0.000	0.012	0.020	0.011	0.066	0.066	0.065	0.064	0.068	0.066	0.065	0.066	0.065	1.000	0.063	0.064	0.102	0.068	0.061	0.000	0.000	0.000	0.001	0.000	0.000	0.007	0.000	0.000
Occupation_Media_Manager	0.000	0.000	0.024	0.012	0.003	0.009	0.000	0.009	0.011	0.023	0.028	0.033	0.015	0.015	0.005	0.010	0.004	0.026	0.019	0.064	0.063	0.062	0.061	0.066	0.064	0.062	0.063	0.063	0.063	1.000	0.062	0.098	0.065	0.059	0.011	0.006	0.016	0.000	0.000	0.009	0.000	0.002	0.000
Occupation_Musician	0.026	0.007	0.030	0.000	0.008	0.012	0.000	0.021	0.000	0.000	0.005	0.035	0.000	0.012	0.014	0.005	0.025	0.013	0.016	0.065	0.064	0.063	0.063	0.067	0.065	0.064	0.064	0.064	0.064	0.062	1.000	0.100	0.066	0.060	0.000	0.010	0.007	0.008	0.000	0.007	0.000	0.000	0.000
Occupation_Scientist	0.000	0.015	0.015	0.006	0.021	0.011	0.013	0.024	0.000	0.000	0.011	0.000	0.000	0.028	0.000	0.011	0.000	0.000	0.000	0.104	0.103	0.101	0.100	0.106	0.103	0.101	0.103	0.102	0.102	0.098	0.100	1.000	0.106	0.096	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.004	0.000
Occupation_Teacher	0.031	0.000	0.021	0.011	0.000	0.000	0.000	0.035	0.008	0.002	0.000	0.034	0.000	0.026	0.010	0.000	0.000	0.000	0.000	0.069	0.068	0.067	0.066	0.070	0.068	0.067	0.068	0.068	0.068	0.065	0.066	0.106	1.000	0.064	0.000	0.007	0.008	0.000	0.000	0.006	0.000	0.000	0.000
Occupation_Writer	0.022	0.000	0.028	0.000	0.010	0.015	0.000	0.031	0.013	0.026	0.005	0.020	0.011	0.029	0.000	0.000	0.011	0.026	0.024	0.062	0.062	0.061	0.060	0.064	0.062	0.061	0.062	0.061	0.061	0.059	0.060	0.096	0.064	1.000	0.000	0.010	0.009	0.000	0.000	0.007	0.000	0.004	0.000
Payment_of_Min_Amount_NM	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.004	0.014	0.007	0.008	0.000	0.000	0.003	0.013	0.000	0.000	0.000	0.000	0.001	0.003	0.006	0.005	0.000	0.011	0.000	0.000	0.000	0.000	1.000	0.301	0.365	0.000	0.000	0.006	0.000	0.004	0.000
Payment_of_Min_Amount_No	0.305	0.017	0.356	0.017	0.018	0.015	0.013	0.589	0.000	0.415	0.000	0.703	0.125	0.650	0.000	0.086	0.394	0.663	0.594	0.000	0.000	0.010	0.008	0.000	0.000	0.000	0.000	0.005	0.000	0.006	0.010	0.000	0.007	0.010	0.301	1.000	0.777	0.102	0.031	0.013	0.000	0.000	0.111
Payment_of_Min_Amount_Yes	0.296	0.000	0.349	0.006	0.012	0.011	0.014	0.578	0.000	0.405	0.015	0.690	0.120	0.639	0.000	0.084	0.385	0.651	0.585	0.000	0.000	0.003	0.010	0.000	0.000	0.000	0.000	0.012	0.000	0.016	0.007	0.000	0.008	0.009	0.365	0.777	1.000	0.101	0.032	0.005	0.000	0.001	0.108
Payment_Behaviour_High_spent_Large_value_payments	0.053	0.009	0.224	0.000	0.000	0.000	0.000	0.086	0.023	0.054	0.010	0.112	0.152	0.095	0.009	0.040	0.409	0.090	0.110	0.000	0.000	0.000	0.000	0.007	0.004	0.000	0.006	0.000	0.001	0.000	0.008	0.000	0.000	0.000	0.000	0.102	0.101	1.000	0.174	0.139	0.133	0.160	0.281
Payment_Behaviour_High_spent_Medium_value_payments	0.000	0.000	0.179	0.000	0.000	0.018	0.000	0.039	0.004	0.007	0.000	0.042	0.056	0.029	0.018	0.046	0.267	0.031	0.054	0.000	0.000	0.004	0.008	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.031	0.032	0.174	1.000	0.158	0.151	0.183	0.321
Payment_Behaviour_High_spent_Small_value_payments	0.000	0.008	0.062	0.003	0.000	0.000	0.000	0.000	0.022	0.016	0.000	0.000	0.016	0.019	0.000	0.035	0.083	0.009	0.023	0.004	0.000	0.004	0.000	0.004	0.000	0.007	0.000	0.005	0.000	0.009	0.007	0.008	0.006	0.007	0.006	0.013	0.005	0.139	0.158	1.000	0.121	0.146	0.256
Payment_Behaviour_Low_spent_Large_value_payments	0.000	0.000	0.038	0.013	0.023	0.009	0.021	0.000	0.011	0.000	0.011	0.000	0.029	0.007	0.008	0.000	0.089	0.000	0.000	0.000	0.000	0.000	0.005	0.004	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.133	0.151	0.121	1.000	0.139	0.244
Payment_Behaviour_Low_spent_Medium_value_payments	0.012	0.016	0.111	0.021	0.000	0.018	0.004	0.007	0.000	0.000	0.000	0.000	0.042	0.000	0.003	0.060	0.105	0.004	0.003	0.000	0.000	0.003	0.012	0.000	0.000	0.000	0.000	0.003	0.000	0.002	0.000	0.004	0.000	0.004	0.004	0.000	0.001	0.160	0.183	0.146	0.139	1.000	0.295
Payment_Behaviour_Low_spent_Small_value_payments	0.049	0.000	0.267	0.000	0.000	0.009	0.000	0.096	0.000	0.048	0.000	0.121	0.092	0.105	0.000	0.044	0.349	0.095	0.135	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.111	0.108	0.281	0.321	0.256	0.244	0.295	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Age	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Credit_Mix	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Credit_Score	Occupation_Accountant	Occupation_Developer	Occupation_Doctor	Occupation_Journalist	Occupation_Lawyer	Occupation_Manager	Occupation_Mechanic	Occupation_Media_Manager	Occupation_Musician	Occupation_Scientist	Payment_of_Min_Amount_NM	Payment_of_Min_Amount_No	Payment_of_Min_Amount_Yes	Payment_Behaviour_High_spent_Medium_value_payments	Payment_Behaviour_High_spent_Small_value_payments	Payment_Behaviour_Low_spent_Large_value_payments	Payment_Behaviour_Low_spent_Medium_value_payments	Payment_Behaviour_Low_spent_Small_value_payments
0	18	31633.54	2930.13	1.0	5	8	3	6.0	6.0	12.70	4.0	3	846.45	37.934665	266.0	50.768440	275.759795	246.484598	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0
1	31	33446.44	3080.56	6.0	6	24	6	21.0	19.0	22.45	13.0	3	2953.68	37.895848	115.0	133.355905	93.650442	348.813987	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0
2	37	21212.42	1910.70	1.0	4	12	4	6.0	14.0	3.08	4.0	3	479.83	36.491037	277.0	50.305036	172.477693	238.287438	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0
3	33	60938.13	5163.18	10.0	8	31	8	24.0	18.0	12.49	9.0	1	3947.24	21.744884	58.0	378.304673	166.487676	231.525401	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0
4	18	73057.16	5998.10	4.0	6	32	2	24.0	14.0	10.00	14.0	2	2569.09	27.350833	114.0	91.354188	66.232154	692.223325	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0
5	25	40782.69	3157.56	2.0	6	7	2	19.0	14.0	7.68	3.0	3	1233.24	38.323940	343.0	39.548996	155.936875	410.269879	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1
6	29	62848.88	4546.21	7.0	7	8	5	16.0	19.0	15.34	4.0	2	2680.87	38.700305	81.0	767.947345	206.017263	317.267904	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0
7	42	20204.27	3080.56	4.0	5	19	4	18.0	9.0	16.50	9.0	2	335.04	32.860511	241.0	27.578672	77.279445	369.910800	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1
8	34	94312.05	7702.34	5.0	6	5	1	13.0	11.0	0.53	3.0	3	118.80	37.561138	395.0	61.367912	616.888909	361.976929	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0
9	23	18283.91	1747.66	6.0	10	29	6	27.0	20.0	3.87	10.0	1	2521.40	29.262379	116.0	54.721201	74.865187	335.179529	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1

	Age	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Credit_Mix	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Credit_Score	Occupation_Architect	Occupation_Doctor	Occupation_Entrepreneur	Occupation_Lawyer	Occupation_Manager	Occupation_Mechanic	Occupation_Media_Manager	Occupation_Musician	Occupation_Teacher	Payment_of_Min_Amount_NM	Payment_of_Min_Amount_No	Payment_of_Min_Amount_Yes	Payment_Behaviour_High_spent_Medium_value_payments	Payment_Behaviour_High_spent_Small_value_payments	Payment_Behaviour_Low_spent_Large_value_payments	Payment_Behaviour_Low_spent_Medium_value_payments	Payment_Behaviour_Low_spent_Small_value_payments
23403	47	31895.07	2488.92	3.0	6	2	4	12.0	10.0	3.06	2.0	3	220.33	31.023495	213.490926	60.322845	29.857576	408.711828	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0
23404	22	15088.35	1231.36	7.0	8	29	3	38.0	19.0	8.88	6.0	1	2126.67	26.396729	192.000000	37.104879	102.261844	273.769527	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1
23405	27	19653.61	1800.80	9.0	5	25	7	25.0	20.0	25.67	11.0	1	3838.00	33.404339	165.000000	63.368663	49.648561	327.062859	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0
23406	41	8283.98	764.33	8.0	4	17	5	26.0	9.0	14.47	6.0	2	1225.06	29.029478	148.000000	27.717670	77.687855	261.027683	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1
23407	14	19556.16	1865.68	7.0	7	33	5	34.0	15.0	21.55	9.0	3	2850.96	22.700326	213.490926	65.797370	134.355560	258.870759	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1
23408	38	57810.68	4896.56	7.0	5	7	4	29.0	16.0	7.37	8.0	3	1419.99	27.141606	364.000000	131.871482	416.933866	230.850318	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1
23409	37	15597.31	1456.78	8.0	5	9	5	15.0	19.0	11.30	6.0	2	741.46	32.418000	66.000000	45.804440	142.100773	237.772370	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0
23410	33	179948.84	14836.74	0.0	5	4	3	30.0	0.0	-4.65	4.0	3	1104.31	31.508604	380.000000	446.259347	10000.000000	309.497362	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
23411	32	7821.24	468.77	8.0	1112	29	6	62.0	17.0	19.34	7.0	1	2924.76	33.575214	123.000000	19.727923	20.269324	286.879752	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0
23412	41	20889.65	1710.80	6.0	10	19	5	54.0	20.0	28.05	12.0	3	4323.55	30.045846	60.000000	43.676463	197.502352	219.901601	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII